Needle

Needle transforms how teams access information by integrating directly with the tools they already use—Google Drive, Confluence, Notion, and Slack. Rather than searching across multiple platforms or waiting for manual summaries, users receive instant, accurate answers grounded in their private data. The Knowledge Threading technology ensures responses are contextually relevant and tied to specific documents and conversations within your organization. Beyond simple Q&A, Needle enables developers to build intelligent AI agents using its API. The platform integrates seamlessly with popular frameworks including Claude MCP, DSPy, Vercel, Langchain, and Langflow, allowing teams to embed context-aware automation directly into their workflows. This flexibility makes it possible to create custom solutions without rebuilding infrastructure or learning proprietary syntax. For enterprises handling sensitive information, Needle's approach to private data connectivity eliminates the need to expose documents to third-party services. All queries and responses remain within your controlled environment, making it suitable for organizations with strict data governance requirements. The combination of instant retrieval, framework flexibility, and data privacy creates a practical foundation for knowledge-driven productivity.